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Record W4409448001 · doi:10.22215/cjers.v18i1.4761

New Regional Alignment in the Post-Soviet Space: The EU as an Active Player in the Eastern Partnership Countries (Case of Georgia)

2025· article· en· W4409448001 on OpenAlexvenueno aff
Beka Chedia

Bibliographic record

VenueThe Canadian Journal of European and Russian Studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicRussia and Soviet political economy
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral partnershipSpace (punctuation)Political scienceRegional scienceGeographyEconomic growthComputer scienceEconomicsLaw

Abstract

fetched live from OpenAlex

This article examines how the interests, objectives, strategy and policy of the European Union (EU) towards the countries of the Eastern Partnership have changed over time, with a focus on Georgia. The article explains the essence of Europeanization and integration processes in this region, as well as the new role the EU plays in the post-Soviet region. The case of Georgia is used as an example. The article examines how Georgia's status gradually changed from a recipient of EU humanitarian aid to an EU candidate country. The article analyzes various official EU documents that subsequently became guides for the formation of the EU policy about the Eastern Partnership countries. The article also draws attention to the contradictory geographical identity of individual Eastern Partnership countries, most notably the South Caucasus, including Georgia. The article shows how war became the main variable influencing the fundamental revision of the EU policy towards the Eastern Partnership countries and examples include the Georgian-Russian war of 2008 and the Ukrainian-Russian war. The article examines how the war in both cases became a trigger for the development of new geopolitical projects and concepts on the part of the EU. Nouvel alignement régional dans l'espace post-soviétique : L'UE en tant qu'acteur actif dans les pays du partenariat oriental (Le cas de la Géorgie) Les intérêts, les objectifs, la stratégie et la politique de l'Union européenne (UE) à l'égard des pays du Partenariat oriental ont évolué au fil du temps. L’auteur étudie cette évolution à travers le cas de la Géorgie. Il explique l'essence des processus d'européanisation et d'intégration dans cette région, ainsi que le nouveau rôle que joue l'UE dans la région post-soviétique, montrant que le statut de la Géorgie a progressivement changé, passant de celui de bénéficiaire de l'aide humanitaire de l'UE à celui de pays candidat à l'UE. L'analyse porte sur divers documents officiels de l'UE qui sont devenus par la suite des guides pour l'élaboration de sa politique à l'égard des pays du Partenariat oriental et sur les identités géographiques contradictoires des différents pays du Partenariat oriental, notamment dans la région du Caucase du Sud, avec la Géorgie comme exemple clé. L’auteur montre comment la guerre est devenue la variable principale influençant la révision fondamentale de la politique de l'UE à l'égard des pays du Partenariat oriental, grâce aux exemples de la guerre russo-géorgienne de 2008 et de la guerre russo-ukrainienne de 2022. Enfin, il s’intéresse au fait que la guerre a déclenché, dans les deux cas, de nouveaux projets géopolitiques de la part de l'UE, étayés par de nouveaux concepts.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.029
Threshold uncertainty score0.057

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.011
Scholarly communication0.0050.003
Open science0.0010.007
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.052
GPT teacher head0.335
Teacher spread0.283 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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